Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
State gambling organisations are monopolies, that increasingly proclaim a commitment to sustainability principles, however their profits come at a substantial social cost. Gambling raises an array of economic, social and ethical governance concerns. This study examines the evolution of sustainability, corporate social responsibility (CSR), environmental, social and governance (ESG) practices, and the growing trend of publishing annual sustainability reports. These aspects are considered within the literature on organisational legitimacy, and a framework of legitimacy-seeking strategies is identified. Qualitative research is utilised to analyse sustainability reports published during 2021-2022 by two state gambling monopolies: the British Columbia Lottery Corporation (BCLC) in Canada and Veikkaus in Finland. Using Leximancer software, content analysis identified key themes that can be linked to legitimacy strategies and gambling-related concerns. Findings suggest that while sustainability reports enhance organisational legitimacy, fundamental ethical and social challenges persist, requiring more deliberate managerial approaches.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it